![](images/spacer.gif) |
|
|
| | | | | |
|
|
|
|
|
Perfect sampling from the limit of deterministic products of stochastic
matrices
|
Örjan Stenflo, Uppsala University |
Abstract
We illustrate how a technique from the theory of random
iterations of functions
can be used within the theory of products of matrices. Using this technique
we give a simple proof of a basic theorem about the asymptotic behavior of
(deterministic) ``backwards products'' of row-stochastic matrices and present an algorithm for perfect sampling from the
limiting common row-vector (interpreted as a probability-distribution).
|
Full text: PDF
Pages: 474-481
Published on: September 7, 2008
|
Bibliography
- Anthonisse, Jac. M.; Tijms, Henk. Exponential convergence of products of stochastic matrices. J. Math. Anal. Appl. 59 (1977), no. 2, 360--364. MR0443092 (56 #1465)
- Athreya, Krishna B.; Stenflo, Örjan. Perfect sampling for Doeblin chains. Sankhyā 65 (2003), no. 4, 763--777. MR2060404 (2005d:60105)
- Barnsley, M. F.; Demko, S. Iterated function systems and the global construction of fractals. Proc. Roy. Soc. London Ser. A 399 (1985), no. 1817, 243--275. MR0799111 (87c:58051)
- Hajnal, J. Weak ergodicity in non-homogeneous Markov chains. Proc. Cambridge Philos. Soc. 54 1958 233--246. MR0096306 (20 #2790)
- Kifer, Yuri. Ergodic theory of random transformations.Progress in Probability and Statistics, 10. Birkhäuser Boston, Inc., Boston, MA, 1986. x+210 pp. ISBN: 0-8176-3319-7 MR0884892 (89c:58069)
- Paz, Azaria. Definite and quasidefinite sets of stochastic matrices. Proc. Amer. Math. Soc. 16 1965 634--641. MR0177996 (31 #2254)
- Sarymsakov, T. A. Inhomogeneous Markov chains.(Russian) Teor. Verojatnost. i Primenen 6 1961 194--201. MR0203813 (34 #3660)
- Seneta, E. Nonnegative matrices and Markov chains.Second edition.Springer Series in Statistics. Springer-Verlag, New York, 1981. xiii+279 pp. ISBN: 0-387-90598-7 MR0719544 (85i:60058)
- Thomasian, A. J. A finite criterion for indecomposable channels. Ann. Math. Statist. 34 1963 337--338. MR0144797 (26 #2338)
- D. B. Wilson, Web site for perfectly random sampling with Markovchains,(http://www.dbwilson.com/exact/)
- Wolfowitz, J. Products of indecomposable, aperiodic, stochastic matrices. Proc. Amer. Math. Soc. 14 1963 733--737. MR0154756 (27 #4702)
|
|
|
|
|
|
|
| | | | |
Electronic Communications in Probability. ISSN: 1083-589X |
|